This notebook contains a set of analyses for analyzing Gyges boardgamegeek collection. The bulk of the analysis is focused on building a user-specific predictive model to predict the games that the specified user is likely to own. This enables us to ask questions like, based on the games the user currently owns, what games are a good fit for their collection? What upcoming games are they likely to purchase?
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We can look at a basic description of the number of games that the user owns, has rated, has previously owned, etc.
What years has the user owned/rated games from? While we can’t see when a user added or removed a game from their collection, we can look at their collection by the years in which their games were published.
We can look at the most frequent types of categories, mechanics, designers, and artists that appear in a user’s collection.
We’ll examine a predictive model trained on a user’s collection for games published through 2020. How many games has the user owned/rated/played in the training set (games prior to 2020)?
username | dataset | period | games_owned | games_rated |
Gyges | training | published before 2020 | 1,060 | 1,254 |
Gyges | validation | published 2020 | 75 | 75 |
Gyges | test | published after 2020 | 54 | 44 |
There are two main (binary) outcomes we will be modeling for the user.
The first, owned refers to whether the user currently owns or has previously owned a game in their collection. The second, rated refers to whether the user has rated the game. We will train predictive models to learn the probability that the user will own or play individual games based on their features.
We can examine coefficients from the trained modes, which are penalized logistic regressions fit to our two main outcomes. Positive values indicate that a feature increases a user’s probability of owning/rating a game, while negative values indicate a feature decreases the probability.
Why did the model identify these features? We can make density plots of the important features for predicting whether the user owned a game. Blue indicates the density for games owned by the user, while grey indicates the density for games not owned by the user.
Binary predictors can be difficult to see with this visualization, so we can also directly examine the percentage of games in a user’s collection with a predictor vs the percentage of all games with that predictor.
% of Games with Feature | ||||
username | Feature | In_Collection | All_Games | Ratio |
Gyges | End Game Bonuses | 3.9% | 0.6% | 5.96 |
Gyges | Fantasy Flight Games | 7.8% | 1.5% | 5.34 |
Gyges | Wooden Pieces Boards | 4.2% | 1.0% | 4.40 |
Gyges | Miniatures Game | 16.7% | 4.0% | 4.13 |
Gyges | Political | 7.6% | 2.3% | 3.39 |
Gyges | Fighting | 24.2% | 7.2% | 3.35 |
Gyges | ZMan Games | 6.4% | 2.1% | 3.02 |
Gyges | Variable Player Powers | 37.6% | 12.8% | 2.95 |
Gyges | Games With Solitaire Rules | 17.9% | 6.3% | 2.83 |
Gyges | Rio Grande Games | 7.4% | 2.9% | 2.55 |
Gyges | Area Majority Influence | 21.0% | 8.3% | 2.54 |
Gyges | Iello | 4.8% | 2.0% | 2.46 |
Gyges | Science Fiction | 18.1% | 7.6% | 2.37 |
Gyges | Asmodee | 8.6% | 3.7% | 2.31 |
Gyges | Fantasy | 27.1% | 12.4% | 2.18 |
Gyges | GMT Games | 4.2% | 2.0% | 2.13 |
Gyges | Napoleonic | 1.7% | 1.0% | 1.73 |
Gyges | The Avalon Hill Game Co | 2.7% | 1.7% | 1.59 |
Gyges | Hand Management | 36.4% | 23.1% | 1.58 |
Gyges | Queen Games | 1.6% | 1.1% | 1.48 |
Gyges | Action Dexterity | 3.9% | 4.8% | 0.80 |
Gyges | Movies TV Radio Theme | 2.8% | 4.7% | 0.61 |
Gyges | Puzzle | 1.2% | 3.4% | 0.36 |
Gyges | Paper and Pencil | 0.8% | 2.7% | 0.32 |
Gyges | Artist Redmond A Simonsen | 0.0% | 1.3% | 0.00 |
Before predicting games in upcoming years, we can examine how well the model did and what games it liked in the training set. In this case, we used resampling techniques (cross validation) to ensure that the model had not seen a game before making its predictions.
An easy way to examine the performance of classification model is to view a separation plot. We plot the predicted probabilities from the model for every game (from resampling) from lowest to highest. We then overlay a blue line for any game that the user does own. A good classifier is one that is able to separate the blue (games owned by the user) from the white (games not owned by the user), with most of the blue occurring at the highest probabilities (right side of the chart).
We can display this information in table form, displaying the 100 games with the highest probability of ownership, adding a blue line when the user does own the game.
Published | ID | Name | Pr(Owned) | Owned |
2017 | 174430 | Gloomhaven | 0.993 | yes |
1997 | 42 | Tigris & Euphrates | 0.976 | yes |
2017 | 220308 | Gaia Project | 0.959 | no |
2017 | 233078 | Twilight Imperium: Fourth Edition | 0.959 | no |
2017 | 162886 | Spirit Island | 0.952 | yes |
2016 | 169786 | Scythe | 0.947 | yes |
2010 | 73171 | Earth Reborn | 0.946 | yes |
2012 | 120677 | Terra Mystica | 0.943 | yes |
2019 | 253574 | Crusader Kings | 0.938 | no |
2019 | 169427 | Middara: Unintentional Malum – Act 1 | 0.937 | yes |
2019 | 269385 | The Lord of the Rings: Journeys in Middle-Earth | 0.937 | no |
2016 | 205637 | Arkham Horror: The Card Game | 0.931 | yes |
2004 | 9446 | Blue Moon | 0.929 | yes |
2013 | 144041 | Patchistory | 0.927 | yes |
2007 | 22827 | StarCraft: The Board Game | 0.923 | yes |
2012 | 104162 | Descent: Journeys in the Dark (Second Edition) | 0.913 | yes |
2014 | 164153 | Star Wars: Imperial Assault | 0.907 | yes |
2000 | 475 | Taj Mahal | 0.902 | yes |
2017 | 157979 | Tau Ceti: Planetary Crisis | 0.897 | no |
2018 | 247763 | Underwater Cities | 0.891 | no |
2011 | 99392 | Colonial: Europe's Empires Overseas | 0.885 | no |
2005 | 12493 | Twilight Imperium: Third Edition | 0.882 | yes |
2011 | 96848 | Mage Knight Board Game | 0.880 | yes |
2019 | 239942 | Black Rose Wars | 0.878 | yes |
2018 | 205896 | Rising Sun | 0.872 | yes |
1979 | 22 | Magic Realm | 0.871 | yes |
2015 | 172386 | Mombasa | 0.868 | no |
2013 | 144239 | Impulse | 0.864 | yes |
2008 | 38453 | Space Alert | 0.864 | yes |
2012 | 41066 | Virgin Queen | 0.859 | yes |
1995 | 46 | Medici | 0.854 | no |
2011 | 72125 | Eclipse | 0.854 | yes |
2017 | 170771 | Sword & Sorcery | 0.853 | yes |
2015 | 175155 | Forbidden Stars | 0.852 | yes |
2015 | 169255 | A Game of Thrones: The Card Game (Second Edition) | 0.848 | no |
2000 | 823 | The Lord of the Rings | 0.847 | yes |
2011 | 42776 | Gears of War: The Board Game | 0.847 | yes |
2006 | 21241 | Neuroshima Hex! 3.0 | 0.845 | yes |
2017 | 242722 | Here I Stand: 500th Anniversary Edition | 0.844 | no |
2016 | 167791 | Terraforming Mars | 0.844 | no |
2018 | 207729 | The Edge: Dawnfall | 0.832 | no |
2004 | 9609 | War of the Ring | 0.825 | no |
2011 | 102548 | Dungeon Fighter | 0.824 | yes |
2014 | 132531 | Roll for the Galaxy | 0.822 | yes |
2004 | 10908 | Minotaur Lords | 0.818 | yes |
2013 | 133528 | City of Remnants | 0.818 | yes |
2016 | 163154 | Falling Sky: The Gallic Revolt Against Caesar | 0.812 | no |
2018 | 199792 | Everdell | 0.802 | no |
2003 | 5404 | Amun-Re | 0.801 | no |
2016 | 205317 | DOOM: The Board Game | 0.797 | no |
2010 | 73439 | Troyes | 0.796 | yes |
2015 | 156548 | Super Dungeon Explore: Forgotten King | 0.794 | no |
2014 | 146886 | La Granja | 0.793 | no |
2007 | 28143 | Race for the Galaxy | 0.791 | yes |
2005 | 19419 | Euphrates & Tigris: Contest of Kings | 0.786 | no |
2018 | 154910 | Darklight: Memento Mori | 0.779 | no |
2018 | 222509 | Lords of Hellas | 0.777 | yes |
2012 | 104710 | Wiz-War (Eighth Edition) | 0.777 | yes |
2010 | 77130 | Sid Meier's Civilization: The Board Game | 0.775 | yes |
1999 | 50 | Lost Cities | 0.775 | yes |
2016 | 152172 | Nova Aetas | 0.775 | no |
2012 | 104363 | Rex: Final Days of an Empire | 0.769 | yes |
2016 | 191189 | Aeon's End | 0.766 | yes |
1998 | 3 | Samurai | 0.765 | yes |
2019 | 285984 | Last Bastion | 0.763 | yes |
2018 | 167355 | Nemesis | 0.762 | no |
2018 | 214032 | Founders of Gloomhaven | 0.762 | no |
2000 | 555 | The Princes of Florence | 0.761 | yes |
2007 | 31260 | Agricola | 0.761 | yes |
2018 | 209324 | The World of SMOG: Rise of Moloch | 0.758 | no |
2018 | 209660 | Dungeon Alliance | 0.755 | yes |
2010 | 65200 | Asteroyds | 0.751 | no |
2012 | 124708 | Mice and Mystics | 0.751 | yes |
2016 | 177736 | A Feast for Odin | 0.749 | yes |
2010 | 25292 | Merchants & Marauders | 0.743 | no |
2019 | 271324 | It's a Wonderful World | 0.743 | yes |
2008 | 38707 | Bushido: Der Weg des Kriegers | 0.742 | yes |
2015 | 124827 | Space Cadets: Away Missions | 0.742 | yes |
2016 | 205716 | New Angeles | 0.740 | yes |
2015 | 179460 | Stronghold: 2nd edition | 0.737 | no |
2017 | 197070 | Massive Darkness | 0.734 | yes |
2018 | 313010 | Cosmic Encounter: 42nd Anniversary Edition | 0.732 | no |
2017 | 193728 | Pendragon: The Fall of Roman Britain | 0.732 | no |
2017 | 199904 | Pericles: The Peloponnesian Wars | 0.732 | yes |
2006 | 17392 | Here I Stand | 0.732 | yes |
2018 | 238412 | Heropath: Dragon Roar | 0.731 | no |
2016 | 205059 | Mansions of Madness: Second Edition | 0.731 | yes |
2013 | 137649 | Level 7 [Omega Protocol] | 0.728 | yes |
2017 | 232918 | Fallout | 0.728 | no |
2014 | 138431 | Galaxy Defenders | 0.727 | yes |
2011 | 103343 | A Game of Thrones: The Board Game (Second Edition) | 0.725 | yes |
2015 | 170216 | Blood Rage | 0.725 | yes |
2010 | 62227 | Labyrinth: The War on Terror, 2001 – ? | 0.724 | yes |
2019 | 266507 | Clank!: Legacy – Acquisitions Incorporated | 0.724 | no |
2009 | 45986 | Stronghold | 0.724 | yes |
2012 | 121921 | Robinson Crusoe: Adventures on the Cursed Island | 0.723 | yes |
2013 | 146278 | Tash-Kalar: Arena of Legends | 0.721 | no |
1999 | 204 | Stephenson's Rocket | 0.719 | yes |
2016 | 149787 | Perdition's Mouth: Abyssal Rift | 0.719 | no |
2011 | 66356 | Dungeons & Dragons: Wrath of Ashardalon Board Game | 0.718 | yes |
We can also more formally assess how well the model did in resampling by looking at the area under the receiver operating characteristic. A perfect model would receive a score of 1, while a model that cannot predict the outcome will default to a score of 0.5. The extent to which something is a good score depends on the setting, but generally anything in the .8 to .9 range is very good while the .7 to .8 range is perfectly acceptable.
Another way to think about the model performance is to view its lift, or its ability to detect the positive outcomes over that of a null model. High lift indicates the model can much more quickly find all of the positive outcomes (in this case, games owned or played by the user), while a model with no lift is no better than random guessing. A gains chart is another way to view this.
What games does the model think Gyges is most likely to own that are not in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2017 | 220308 | Gaia Project | 0.959 | no |
2017 | 233078 | Twilight Imperium: Fourth Edition | 0.959 | no |
2019 | 253574 | Crusader Kings | 0.938 | no |
2019 | 269385 | The Lord of the Rings: Journeys in Middle-Earth | 0.937 | no |
2017 | 157979 | Tau Ceti: Planetary Crisis | 0.897 | no |
What games does the model think Gyges is least likely to own that are in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2008 | 36648 | Pyramid of Pengqueen | 0.004 | yes |
2017 | 230650 | Table Battles | 0.011 | yes |
-3000 | 2397 | Backgammon | 0.011 | yes |
2010 | 67486 | Bubble Talk | 0.012 | yes |
2009 | 60131 | Ugg-Tect | 0.013 | yes |
Top 25 games most likely to be owned by the user in each year, highlighting in blue the games that the user has owned.
rank | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 |
1 | Terra Mystica | Patchistory | Star Wars: Imperial Assault | Mombasa | Scythe | Gloomhaven | Underwater Cities | Crusader Kings |
2 | Descent: Journeys in the Dark (Second Edition) | Impulse | Roll for the Galaxy | Forbidden Stars | Arkham Horror: The Card Game | Gaia Project | Rising Sun | Middara: Unintentional Malum – Act 1 |
3 | Virgin Queen | City of Remnants | La Granja | A Game of Thrones: The Card Game (Second Edition) | Terraforming Mars | Twilight Imperium: Fourth Edition | The Edge: Dawnfall | The Lord of the Rings: Journeys in Middle-Earth |
4 | Wiz-War (Eighth Edition) | Level 7 [Omega Protocol] | Galaxy Defenders | Super Dungeon Explore: Forgotten King | Falling Sky: The Gallic Revolt Against Caesar | Spirit Island | Everdell | Black Rose Wars |
5 | Rex: Final Days of an Empire | Tash-Kalar: Arena of Legends | Hyperborea | Space Cadets: Away Missions | DOOM: The Board Game | Tau Ceti: Planetary Crisis | Darklight: Memento Mori | Last Bastion |
6 | Mice and Mystics | A Study in Emerald | Arcadia Quest | Stronghold: 2nd edition | Nova Aetas | Sword & Sorcery | Lords of Hellas | It's a Wonderful World |
7 | Robinson Crusoe: Adventures on the Cursed Island | Lewis & Clark: The Expedition | Legendary Encounters: An Alien Deck Building Game | Blood Rage | Aeon's End | Here I Stand: 500th Anniversary Edition | Nemesis | Clank!: Legacy – Acquisitions Incorporated |
8 | Android: Netrunner | Tomorrow | Imperial Settlers | Dungeons & Dragons: Temple of Elemental Evil Board Game | A Feast for Odin | Massive Darkness | Founders of Gloomhaven | Pax Pamir: Second Edition |
9 | War of the Ring: Second Edition | Burning Suns | Shadows of Brimstone: City of the Ancients | 504 | New Angeles | Pendragon: The Fall of Roman Britain | The World of SMOG: Rise of Moloch | Tiny Towns |
10 | Archipelago | BattleCON: Devastation of Indines | Xia: Legends of a Drift System | Metal Adventures | Mansions of Madness: Second Edition | Pericles: The Peloponnesian Wars | Dungeon Alliance | Tapestry |
11 | Clash of Cultures | Pathfinder Adventure Card Game: Rise of the Runelords – Base Set | Guardians' Chronicles | Warhammer Quest: The Adventure Card Game | Perdition's Mouth: Abyssal Rift | Fallout | Cosmic Encounter: 42nd Anniversary Edition | Aeon's End: Legacy |
12 | Tzolk'in: The Mayan Calendar | Zpocalypse | Deus | Yashima: Legend of the Kami Masters | Star Wars: Rebellion | Dark Souls: The Board Game | Heropath: Dragon Roar | Western Empires |
13 | Exodus: Proxima Centauri | Dark Darker Darkest | Pathfinder Adventure Card Game: Skull & Shackles – Base Set | Alien vs Predator: The Hunt Begins | The Others | Aristeia! | New Frontiers | Barrage |
14 | Krosmaster: Arena | BattleLore: Second Edition | Fire in the Lake | Through the Ages: A New Story of Civilization | Cry Havoc | Mythic Battles: Pantheon | Tsukuyumi: Full Moon Down | The Magnificent |
15 | Andean Abyss | City of Iron | Infinity: Operation Icestorm | Zombicide Season 3: Rue Morgue | Inis | A Handful of Stars | Heroes of Land, Air & Sea | Gandhi: The Decolonization of British India, 1917 – 1947 |
16 | Lyssan | Legacy: The Testament of Duke de Crecy | Fields of Arle | The King Is Dead | Hit Z Road | Legend of the Five Rings: The Card Game | Renegade | Tainted Grail: The Fall of Avalon |
17 | Zombicide | Rococo | Antike II | Specter Ops | Adrenaline | First Martians: Adventures on the Red Planet | Deep Madness | Dune |
18 | Smash Up | Zombicide Season 2: Prison Outbreak | AquaSphere | BATTALIA: The Creation | Pathfinder Adventure Card Game: Mummy's Mask – Base Set | Widower's Wood: An Iron Kingdoms Adventure Board Game | Donning the Purple | Unmatched Game System |
19 | Antike Duellum | Caverna: The Cave Farmers | The Lord of the Ice Garden | MERCS: Recon – Assassination Protocol | Virus | Lisboa | Shadows of Brimstone: Forbidden Fortress | Era: Medieval Age |
20 | Dominare | Malifaux (Second Edition) | Smash Up: Science Fiction Double Feature | Pathfinder Adventure Card Game: Wrath of the Righteous – Base Set | Pandemic: Iberia | Pandemic Legacy: Season 2 | Star Wars: X-Wing (Second Edition) | Batman: Gotham City Chronicles |
21 | Kemet | BioShock Infinite: The Siege of Columbia | Alchemists | Heroes | Dust 1947 | Alien vs Predator: The Hunt Begins (Second Edition) | Zombicide: Green Horde | Warpgate |
22 | 1989: Dawn of Freedom | Room 25 | Akrotiri | M.U.L.E. The Board Game | Project: ELITE | Too Many Bones | Newton | Zombicide: Invader |
23 | Polis: Fight for the Hegemony | Cuba Libre | Zombie 15' | Kingdom Death: Monster | Mistfall: Heart of the Mists | Dragonfire | Pandemic: Fall of Rome | In the Hall of the Mountain King |
24 | Ginkgopolis | The Ravens of Thri Sahashri | Assault on Doomrock | XCOM: The Board Game | Aventuria: Adventure Card Game | Aeon's End: War Eternal | Pax Emancipation | Rurik: Dawn of Kiev |
25 | Space Cadets | Space Cadets: Dice Duel | Smash Up: Monster Smash | Magic: The Gathering – Arena of the Planeswalkers | Codex: Card-Time Strategy – Deluxe Set | Guards of Atlantis: Tabletop MOBA | Neon Gods | The Quest for El Dorado: The Golden Temples |
Interactive table for predictions from resampling.
We’ll validate the model by looking at its predictions for games published in 2020. That is, how well did a model trained on a user’s collection through 2020 perform in predicting games for the user in 2020?
username | outcome | dataset | method | .metric | .estimate |
Gyges | owned | validation | glmnet | roc_auc | 0.746 |
Table of top 50 games from 2020, highlighting games that the user owns.
Published | ID | Name | Pr(Owned) | Owned |
2020 | 291457 | Gloomhaven: Jaws of the Lion | 0.972 | yes |
2020 | 184267 | On Mars | 0.819 | no |
2020 | 177014 | Giga-Robo! | 0.753 | no |
2020 | 273703 | Altar Quest | 0.743 | yes |
2020 | 281655 | High Frontier 4 All | 0.697 | yes |
2020 | 259061 | Skytear | 0.688 | yes |
2020 | 256999 | Project: ELITE | 0.645 | yes |
2020 | 257193 | Starcadia Quest | 0.642 | yes |
2020 | 326767 | Infinity N4: Core Rules | 0.632 | no |
2020 | 280794 | Etherfields | 0.611 | no |
2020 | 314040 | Pandemic Legacy: Season 0 | 0.603 | no |
2020 | 253506 | Versailles 1919 | 0.570 | yes |
2020 | 318472 | Blood Bowl: Second Season Edition | 0.566 | no |
2020 | 246900 | Eclipse: Second Dawn for the Galaxy | 0.564 | yes |
2020 | 298572 | Cosmic Encounter Duel | 0.557 | yes |
2020 | 272533 | Kingdom Rush: Rift in Time | 0.548 | yes |
2020 | 311193 | Anno 1800 | 0.543 | no |
2020 | 248125 | Monumental | 0.541 | yes |
2020 | 271055 | Dwellings of Eldervale | 0.535 | no |
2020 | 299317 | Aeon's End: Outcasts | 0.519 | no |
2020 | 322985 | Shadows of Brimstone: Swamps of Death (Revised Edition) | 0.518 | no |
2020 | 207486 | Infinities: Defiance of Fate | 0.512 | no |
2020 | 256317 | Guild Master | 0.501 | no |
2020 | 317985 | Beyond the Sun | 0.498 | yes |
2020 | 256964 | Dark Rituals: Malleus Maleficarum | 0.493 | no |
2020 | 295486 | My City | 0.486 | yes |
2020 | 294484 | Unmatched: Cobble & Fog | 0.483 | yes |
2020 | 245224 | La Belle Époque | 0.471 | no |
2020 | 256940 | Krosmaster: Blast | 0.470 | no |
2020 | 285853 | Infinity Defiance | 0.470 | no |
2020 | 325635 | Unmatched: Little Red Riding Hood vs. Beowulf | 0.461 | no |
2020 | 296151 | Viscounts of the West Kingdom | 0.452 | no |
2020 | 257145 | Teenage Mutant Ninja Turtles Adventures: City Fall | 0.438 | no |
2020 | 249275 | The Silver River | 0.432 | no |
2020 | 233673 | Exploration | 0.424 | no |
2020 | 316554 | Dune: Imperium | 0.406 | no |
2020 | 282922 | Windward | 0.403 | no |
2020 | 319966 | The King Is Dead: Second Edition | 0.398 | yes |
2020 | 320819 | Dinner in Paris | 0.388 | no |
2020 | 242994 | Onimaru | 0.381 | no |
2020 | 295604 | Rangers of Shadow Deep: Deluxe Edition | 0.380 | no |
2020 | 206480 | Imperial Struggle | 0.375 | yes |
2020 | 284639 | Gatefall | 0.373 | yes |
2020 | 147635 | Dungeon Crusade: Book I – Genesis of Evil | 0.368 | no |
2020 | 315196 | Dungeons & Dragons: Adventure Begins | 0.368 | no |
2020 | 315060 | Unmatched: Buffy the Vampire Slayer | 0.365 | no |
2020 | 263192 | Teenage Mutant Ninja Turtles Adventures: Change is Constant | 0.352 | no |
2020 | 233262 | Tidal Blades: Heroes of the Reef | 0.344 | no |
2020 | 316377 | 7 Wonders (Second Edition) | 0.340 | no |
2020 | 217990 | Stellar Horizons | 0.338 | no |
We can then refit our model to the training and validation set in order to predict all upcoming games for the user.
Examine the top 50 games for upcoming games, highlighting in blue ones the user already.
Published | ID | Name | Pr(Owned) | Owned |
2022 | 295770 | Frosthaven | 0.953 | no |
2022 | 331106 | The Witcher: Old World | 0.889 | no |
2021 | 262201 | Sword & Sorcery: Ancient Chronicles | 0.812 | no |
2022 | 254127 | Europa Universalis: The Price of Power | 0.775 | no |
2022 | 317321 | Darkest Dungeon: The Board Game | 0.752 | no |
2022 | 273814 | Deliverance | 0.741 | no |
2021 | 260524 | Beyond Humanity: Colonies | 0.726 | no |
2022 | 322524 | Bardsung | 0.721 | no |
2021 | 260934 | Ignite | 0.695 | no |
2022 | 274471 | Malhya: Lands of Legends | 0.689 | no |
2021 | 251661 | Oathsworn: Into the Deepwood | 0.682 | no |
2021 | 332420 | NEXUM: Galaxy | 0.681 | no |
2021 | 333539 | The Siege of Runedar | 0.671 | no |
2021 | 291572 | Oath: Chronicles of Empire and Exile | 0.667 | yes |
2022 | 282775 | The Warp | 0.652 | no |
2021 | 322708 | Descent: Legends of the Dark | 0.636 | yes |
2022 | 299106 | Fractal: Beyond the Void | 0.628 | no |
2021 | 295785 | Euthia: Torment of Resurrection | 0.626 | no |
2021 | 333144 | Stronghold: Undead (Second Edition) | 0.621 | no |
2022 | 266018 | Trinidad | 0.615 | no |
2021 | 273330 | Bloodborne: The Board Game | 0.608 | yes |
2022 | 275802 | Carnival Zombie: 2nd Edition | 0.607 | no |
2021 | 285967 | Ankh: Gods of Egypt | 0.589 | yes |
2021 | 318560 | Witchstone | 0.577 | no |
2021 | 331212 | Aeon's End: Legacy of Gravehold | 0.553 | no |
2021 | 277080 | Titans | 0.553 | no |
2021 | 280984 | Ruins: Death Binder | 0.542 | no |
2021 | 266448 | Imperium: The Contention | 0.542 | yes |
2022 | 303731 | Primal: The Awakening | 0.541 | no |
2021 | 318184 | Imperium: Classics | 0.534 | yes |
2023 | 337627 | Voidfall | 0.527 | no |
2021 | 332075 | Warhammer Quest: Cursed City | 0.510 | no |
2021 | 340909 | Gloomholdin' | 0.498 | no |
2021 | 302413 | Steamwatchers | 0.497 | no |
2021 | 336195 | League of Dungeoneers | 0.497 | no |
2021 | 329450 | Equinox | 0.493 | no |
2022 | 252315 | The Everrain | 0.490 | no |
2021 | 306202 | Philosophia: Floating World | 0.484 | no |
2022 | 281647 | Stellaris: Infinite Legacy | 0.477 | no |
2021 | 283387 | Rocketmen | 0.477 | no |
2021 | 291828 | Car Wars (Sixth Edition) | 0.472 | no |
2022 | 316915 | U.S.S. Freedom | 0.463 | no |
2022 | 330950 | Age of Galaxy | 0.458 | no |
2022 | 335764 | Unmatched: Battle of Legends, Volume Two | 0.457 | no |
2021 | 320446 | Corduba 27 a.C. | 0.453 | no |
2021 | 342848 | World of Warcraft: Wrath of the Lich King | 0.449 | no |
2022 | 254632 | Hyperspace | 0.430 | no |
2022 | 305096 | Endless Winter: Paleoamericans | 0.424 | no |
2021 | 318182 | Imperium: Legends | 0.422 | yes |
2022 | 317511 | Tindaya | 0.421 | no |